Boundary Detection

Boundary Detection is a vital part of extracting information encoded in images, allowing for the computation of quantities of interest including density, velocity, pressure, etc.

Source: A Locally Adapting Technique for Boundary Detection using Image Segmentation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 359 papers

Title	Date	Tasks	Status	Hype	Score
Local Compressed Video Stream Learning for Generic Event Boundary Detection	Sep 27, 2023	Boundary DetectionGeneric Event Boundary Detection	CodeCode Available	1	5
Learn from Syntax: Improving Pair-wise Aspect and Opinion Terms Extractionwith Rich Syntactic Knowledge	May 6, 2021	Boundary DetectionPOS	CodeCode Available	1	5
Learning to predict crisp boundaries	Jul 26, 2018	Boundary DetectionEdge Detection	CodeCode Available	1	5
Weakly Supervised Named Entity Tagging with Learnable Logical Rules	Jul 5, 2021	Boundary DetectionPseudo Label	CodeCode Available	1	5
MAE-GEBD:Winning the CVPR'2023 LOVEU-GEBD Challenge	Jun 27, 2023	Boundary DetectionGeneric Event Boundary Detection	CodeCode Available	1	5
Music Boundary Detection using Convolutional Neural Networks: A comparative analysis of combined input features	Aug 17, 2020	Boundary Detection	CodeCode Available	1	5
Clustering Based on Graph of Density Topology	Sep 24, 2020	Boundary DetectionClustering	CodeCode Available	1	5
Boundary-assisted Region Proposal Networks for Nucleus Segmentation	Jun 4, 2020	Boundary DetectionInstance Segmentation	CodeCode Available	1	5
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection	Sep 4, 2019	Boundary DetectionEdge Detection	CodeCode Available	1	5
Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary Detection	Dec 9, 2021	Boundary DetectionDiversity	CodeCode Available	1	5
Mobile-Seed: Joint Semantic Segmentation and Boundary Detection for Mobile Robots	Nov 21, 2023	Boundary DetectionEdge-computing	CodeCode Available	1	5
MTMamba: Enhancing Multi-Task Dense Scene Understanding by Mamba-Based Decoders	Jul 2, 2024	Boundary DetectionHuman Parsing	CodeCode Available	1	5
TextMachina: Seamless Generation of Machine-Generated Text Datasets	Jan 8, 2024	Boundary Detection	CodeCode Available	1	5
TransNet: A deep network for fast detection of common shot transitions	Jun 8, 2019	Boundary DetectionCamera shot boundary detection	CodeCode Available	1	5
Motion Aware Self-Supervision for Generic Event Boundary Detection	Oct 11, 2022	Boundary DetectionGeneric Event Boundary Detection	CodeCode Available	0	5
Boundary Detection and Categorization of Argument Aspects via Supervised Learning	Oct 1, 2022	Argument MiningBoundary Detection	CodeCode Available	0	5
MultiLegalSBD: A Multilingual Legal Sentence Boundary Detection Dataset	May 2, 2023	Boundary DetectionSentence	CodeCode Available	0	5
Boosting Semantic Segmentation with Semantic Boundaries	Apr 19, 2023	Boundary DetectionSegmentation	CodeCode Available	0	5
An Underwater Image Semantic Segmentation Method Focusing on Boundaries and a Real Underwater Scene Semantic Segmentation Dataset	Aug 26, 2021	Boundary DetectionInstance Segmentation	CodeCode Available	0	5
Boosting Camouflaged Object Detection with Dual-Task Interactive Transformer	May 21, 2022	Boundary DetectionObject	CodeCode Available	0	5
Antarlekhaka: A Comprehensive Tool for Multi-task Natural Language Annotation	Oct 11, 2023	Boundary DetectionSentence	CodeCode Available	0	5
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation	Oct 14, 2024	Boundary DetectionImage Segmentation	CodeCode Available	0	5
DMNER: Biomedical Entity Recognition by Detection and Matching	Jun 27, 2023	Boundary Detectionnamed-entity-recognition	CodeCode Available	0	5
A novel automatic shot boundary detection algorithm: robust to illumination and motion effect	Nov 10, 2019	Boundary DetectionCamera shot boundary detection	CodeCode Available	0	5
Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"	Feb 6, 2025	Boundary DetectionEdge Detection	CodeCode Available	0	5

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All datasets RoFT RoFT-chatgpt CoAuthor NYU-Depth V2 TriBERT (in-domain)UruDendro Kinetics 400 PASCAL Context

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GigaCheck (DN-DAB-DETR)	Accuracy (%)	64.63	—	Unverified
2	RoBERTa + SEP	Accuracy (%)	49.64	—	Unverified
3	PHD + TS ML	Accuracy (%)	23.5	—	Unverified
4	TLE + TS Binary	Accuracy (%)	12.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GigaCheck (DN-DAB-DETR)	Accuracy (%)	67.65	—	Unverified
2	RoBERTa + SEP	Accuracy (%)	54.61	—	Unverified
3	TLE + TS Binary	Accuracy (%)	20.02	—	Unverified
4	PHD + TS ML	Accuracy (%)	17.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GigaCheck (Mistral-7B-v0.3)	Cohen’s Kappa score	0.42	—	Unverified
2	DeBERTa-v3 (Naive)	Cohen’s Kappa score	0.4	—	Unverified
3	GigaCheck (DN-DAB-DETR)	Cohen’s Kappa score	0.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	odsF	78.1	—	Unverified
2	PGT (Swin-S)	odsF	78.04	—	Unverified
3	PGT (Swin-T)	odsF	77.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GigaCheck (DN-DAB-DETR)	F1@3	0.65	—	Unverified
2	TriBERT (p=2)	F1@3	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CS-TRD	Average Precision	0.94	—	Unverified
2	INBD	Average Precision	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CASTANET+ Ensemble	Pairwise F1	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	odsF	73	—	Unverified